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相关论文: Benchmarking Multi-Object Grasping

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Robotic manipulation in everyday scenarios, especially in unstructured environments, requires skills in pose-aware object manipulation (POM), which adapts robots' grasping and handling according to an object's 6D pose. Recognizing an…

机器人学 · 计算机科学 2024-03-21 Qiaojun Yu , Ce Hao , Junbo Wang , Wenhai Liu , Liu Liu , Yao Mu , Yang You , Hengxu Yan , Cewu Lu

Robust grasping represents an essential task in robotics, necessitating tactile feedback and reactive grasping adjustments for robust grasping of objects. Previous research has extensively combined tactile sensing with grasping, primarily…

机器人学 · 计算机科学 2024-11-22 Yueming Hu , Mengde Li , Songhua Yang , Xuetao Li , Sheng Liu , Miao Li

To catch a thrown object, a robot must be able to perceive the object's motion and generate control actions in a timely manner. Rather than explicitly estimating the object's 3D position, this work focuses on a novel approach that…

机器人学 · 计算机科学 2026-02-27 Seongyong Kim , Junhyeon Cho , Kang-Won Lee , Soo-Chul Lim

A challenge in robot grasping is to achieve task-grasping which is to select a grasp that is advantageous to the success of tasks before and after grasps. One of the frameworks to address this difficulty is Learning-from-Observation (LfO),…

机器人学 · 计算机科学 2022-03-03 Daichi Saito , Kazuhiro Sasabuchi , Naoki Wake , Jun Takamatsu , Hideki Koike , Katsushi Ikeuchi

Robotic manipulation with two-finger grippers is challenged by objects lacking distinct graspable features. Traditional pre-grasping methods, which typically involve repositioning objects or utilizing external aids like table edges, are…

机器人学 · 计算机科学 2024-08-26 Kairui Ding , Boyuan Chen , Ruihai Wu , Yuyang Li , Zongzheng Zhang , Huan-ang Gao , Siqi Li , Guyue Zhou , Yixin Zhu , Hao Dong , Hao Zhao

Pushing is a motion primitive useful to handle objects that are too large, too heavy, or too cluttered to be grasped. It is at the core of much of robotic manipulation, in particular when physical interaction is involved. It seems…

机器人学 · 计算机科学 2016-08-05 Kuan-Ting Yu , Maria Bauza , Nima Fazeli , Alberto Rodriguez

Accurate 3D pose estimation of grasped objects is an important prerequisite for robots to perform assembly or in-hand manipulation tasks, but object occlusion by the robot's own hand greatly increases the difficulty of this perceptual task.…

This paper presents an assisted telemanipulation framework for reaching and grasping desired objects from clutter. Specifically, the developed system allows an operator to select an object from a cluttered heap and effortlessly grasp it,…

机器人学 · 计算机科学 2023-07-17 Maxime Adjigble , Rustam Stolkin , Naresh Marturi

The ability of a robot to pick an object, known as robot grasping, is crucial for several applications, such as assembly or sorting. In such tasks, selecting the right target to pick is as essential as inferring a correct configuration of…

机器人学 · 计算机科学 2024-04-22 Leonardo Barcellona , Alberto Bacchin , Matteo Terreran , Emanuele Menegatti , Stefano Ghidoni

In the robotic crop harvesting environment, foreign objects intrusion in the gripper workspace is frequently occurring and unignorable, however, rarely addressed. This paper presents a novel intelligent robotic grasping method capable of…

机器人学 · 计算机科学 2021-10-19 Hongyu Zhou , Xing Wang , Hanwen Kang , Chao Chen

Conventional robot programming methods are complex and time-consuming for users. In recent years, alternative approaches such as mixed reality have been explored to address these challenges and optimize robot programming. While the findings…

人机交互 · 计算机科学 2025-03-27 Maximilian Rettinger , Leander Hacker , Philipp Wolters , Gerhard Rigoll

Real time applications such as robotic require real time actions based on the immediate available data. Machine learning and artificial intelligence rely on high volume of training informative data set to propose a comprehensive and useful…

机器人学 · 计算机科学 2018-08-24 Masoud Baghbahari , Aman Behal

A shared grasp is a grasp formed by contacts between the manipulated object and both the robot hand and the environment. By trading off hand contacts for environmental contacts, a shared grasp requires fewer contacts with the hand, and…

机器人学 · 计算机科学 2020-06-05 Yifan Hou , Zhenzhong Jia , Matthew T. Mason

Humans excel at grasping objects and manipulating them. Capturing human grasps is important for understanding grasping behavior and reconstructing it realistically in Virtual Reality (VR). However, grasp capture - capturing the pose of a…

计算机视觉与模式识别 · 计算机科学 2019-07-18 Samarth Brahmbhatt , Charles C. Kemp , James Hays

We study the problem of robotic stacking with objects of complex geometry. We propose a challenging and diverse set of such objects that was carefully designed to require strategies beyond a simple "pick-and-place" solution. Our method is a…

Grasping under limited sensing remains a fundamental challenge for real-world robotic manipulation, as vision and high-resolution tactile sensors often introduce cost, fragility, and integration complexity. This work demonstrates that…

机器人学 · 计算机科学 2026-02-10 Edgar Lee , Junho Choi , Taemin Kim , Changjoo Nam , Seokhwan Jeong

Recently, end-to-end learning frameworks are gaining prevalence in the field of robot control. These frameworks input states/images and directly predict the torques or the action parameters. However, these approaches are often critiqued due…

机器人学 · 计算机科学 2016-09-29 Lerrel Pinto , Abhinav Gupta

To wield an object means to hold and move it in a way that exploits its functions. When humans wield tools -- such as writing with a pen or cutting with scissors -- our hands would reach very specific poses, often drastically different from…

机器人学 · 计算机科学 2025-08-19 Sunyu Wang , Jean Oh , Nancy S. Pollard

In this paper we present the Yale-CMU-Berkeley (YCB) Object and Model set, intended to be used to facilitate benchmarking in robotic manipulation, prosthetic design and rehabilitation research. The objects in the set are designed to cover a…

机器人学 · 计算机科学 2017-07-06 Berk Calli , Aaron Walsman , Arjun Singh , Siddhartha Srinivasa , Pieter Abbeel , Aaron M. Dollar

Chopsticks constitute a simple yet versatile tool that humans have used for thousands of years to perform a variety of challenging tasks ranging from food manipulation to surgery. Applying such a simple tool in a diverse repertoire of…

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